install.packages("readxl")
WARNING: Rtools is required to build R packages but is not currently installed. Please download and install the appropriate version of Rtools before proceeding:

https://cran.rstudio.com/bin/windows/Rtools/
Installiere Paket nach ‘C:/Users/phili/Documents/R/win-library/4.1’
(da ‘lib’ nicht spezifiziert)
installiere auch Abhängigkeiten ‘rematch’, ‘hms’, ‘prettyunits’, ‘cellranger’, ‘progress’

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/rematch_1.0.1.zip'
Content type 'application/zip' length 16176 bytes (15 KB)
downloaded 15 KB

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/hms_1.1.0.zip'
Content type 'application/zip' length 104306 bytes (101 KB)
downloaded 101 KB

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/prettyunits_1.1.1.zip'
Content type 'application/zip' length 37787 bytes (36 KB)
downloaded 36 KB

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/cellranger_1.1.0.zip'
Content type 'application/zip' length 104936 bytes (102 KB)
downloaded 102 KB

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/progress_1.2.2.zip'
Content type 'application/zip' length 85538 bytes (83 KB)
downloaded 83 KB

trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.1/readxl_1.3.1.zip'
Content type 'application/zip' length 1717487 bytes (1.6 MB)
downloaded 1.6 MB
package ‘rematch’ successfully unpacked and MD5 sums checked
package ‘hms’ successfully unpacked and MD5 sums checked
package ‘prettyunits’ successfully unpacked and MD5 sums checked
package ‘cellranger’ successfully unpacked and MD5 sums checked
package ‘progress’ successfully unpacked and MD5 sums checked
package ‘readxl’ successfully unpacked and MD5 sums checked

The downloaded binary packages are in
    C:\Users\phili\AppData\Local\Temp\RtmpOoPcLL\downloaded_packages

Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Ctrl+Alt+I.

library(MASS) 
library(stats)
library(Matrix)
library(parallel)
library(glmnet) #for LASSO
library(VSURF)#for RF
library(ggplot2) #for plotting
library(dplyr) #for plotting
library(cowplot) #for plotting
library(readxl) #for application
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
set.seed(456)

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the Preview button or press Ctrl+Shift+K to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike Knit, Preview does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.

beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda

lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                  
  |                                                                                                                                                                                                            |   0%
  |                                                                                                                                                                                                                  
  |==========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                  
  |===================================================                                                                                                                                                         |  25%
  |                                                                                                                                                                                                                  
  |============================================================================                                                                                                                                |  38%
  |                                                                                                                                                                                                                  
  |======================================================================================================                                                                                                      |  50%
  |                                                                                                                                                                                                                  
  |================================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                  
  |=========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                  
  |==================================================================================================================================================================================                          |  88%
  |                                                                                                                                                                                                                  
  |============================================================================================================================================================================================================| 100%
#--------------------------------
# Simulation 1
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim1.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  20 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  16.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 0.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 3 sec. and  9 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  31.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  11.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  10.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  14 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 2.5 sec. and  5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 2.7 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 8.8 sec. and  7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  20 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 5.5 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  41.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  27 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 4.5 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  17.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 2.3 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.2 sec. and  29.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  46.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 27 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 5 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  5.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  32.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  31.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  27 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 60.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  38.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3.7 sec. and  2.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  20 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  66 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  41.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  22 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 2 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  6.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  27 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.3 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  38 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  27 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 16.5 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  22 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  38 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  38.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  8.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  71.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  32.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  35 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  41.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  35 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  14 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  41.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  12 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  37.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  50 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  20 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  12 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  52.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  63 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 3.8 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  69 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  42 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  57.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  47.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  63 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.7 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 4.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  51.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.7 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 6 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  57.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 6.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 10.5 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 3.2 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.2 sec. and  36.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  72 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  68.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.3 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 9 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 8 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  8.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  63 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 3 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 5.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  46 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  12.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 5.3 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  25.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.3 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  35 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  63 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 5.7 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  28.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  54 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 28 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  9.945338
df <- sim1 %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.
snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

#--------------------------------
# Simulation 2.a - changing correlation by changing beta
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_2(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2a.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 4 sec. and  4 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 2.2 sec. and  2.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  11 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 2.2 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  31.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  42.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  25.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  9.684794
#---------------
sim2a <- read.csv("sim2a.csv", header=TRUE)

df <- sim2a %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.
snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)



ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

#--------------------------------
# Simulation 2b - Changing correlation structure - rho
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2b.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  128 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 37 sec. and  157.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  74.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  75 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  215 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  210 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  184.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  140.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  175.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  63 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  140 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  144.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  166.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  123.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  135 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  161.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 17.5 sec. and  131.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 37 sec. and  166.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  78 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  116 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  175.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 58 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.2 sec. and  75 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  128 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  136 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  94.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  194.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  78 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  166.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  128 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  220 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  210 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  81.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  175.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  161.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  68.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  184.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  184.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  175.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  112 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  116.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  136 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  105 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  194.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  225 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  87 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  123.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  171 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.7 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  162 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  94.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  123.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  194.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 55 sec. and  231 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  215 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 36.2 sec. and  87 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  93 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  153.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  185.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  75 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  136 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  140.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  60 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  275 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 37 sec. and  148 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  101.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  215 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  42.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  144 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  153 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  135 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  81 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 13 sec. and  78 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  138.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  138.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  194.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  140 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  120 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  153 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  148.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  205 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  175.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  135 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  120 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  94.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  116.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  94.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  122.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  94.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  122.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  170 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  204.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  148.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  71.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  166.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  202.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  190 sec.

Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  180 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.7 sec. and  108.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  112.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 45 sec. and  144 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  175.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  171 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  156 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  112 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.2 sec. and  132 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 46.2 sec. and  157.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  153.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  105 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  184.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 35 sec. and  84 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 66.5 sec. and  161.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  140.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.8 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  55 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  269.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  156 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  68.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 37 sec. and  138.8 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 16.5 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  93 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  171 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  152 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  131.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  152 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.8 sec. and  165.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  199.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  135 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  140 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  180.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  93 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  161.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  140 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  215 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  160 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  81.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 53.8 sec. and  193.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 56.3 sec. and  225 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.8 sec. and  140 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.2 sec. and  184.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 33.7 sec. and  81 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  142.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  166.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 60 sec. and  252 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 52.5 sec. and  178.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 36.3 sec. and  101.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  160 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  131.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  190 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 52.5 sec. and  189 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  174.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  166.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  194.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.3 sec. and  184.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  112.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  119 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 56.2 sec. and  213.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  190 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 51.3 sec. and  174.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  210 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  165.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  127.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  210 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  175.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 58.8 sec. and  246.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  236.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  220 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  142.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 52.5 sec. and  189 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  164 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  161.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  119 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  164 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  152 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  144.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  138.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 22 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  202.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 47 sec. and  246.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 52.5 sec. and  199.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 55 sec. and  198 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  218.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 57 sec. and  152 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  112.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  184.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  175.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 58.7 sec. and  223.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 66.5 sec. and  152 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  160 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  236.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  193.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  161.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  204.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 56.3 sec. and  213.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  165.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  162 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 66 sec. and  209 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  156 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  225 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  170 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 77 sec. and  187 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 47 sec. and  223.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  225 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  164 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 37.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  193.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  174.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 44 sec. and  209 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 66 sec. and  209 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 66 sec. and  198 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  160 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  129.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  205 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  225 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  241.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  241.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  194.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  246.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  252 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 49.5 sec. and  132 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 66 sec. and  187 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 58.7 sec. and  223.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  207 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 52.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  138.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  245 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |==============                                                                                        |  14%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |=======================                                                                               |  23%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===============================================================================                       |  77%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |========================================================================================              |  86%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  182.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  193.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 84.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |====================                                                                                  |  19%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |==================================================================================                    |  81%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  199.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  204.3 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  202.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  218.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  156 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  112 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 64.5 sec. and  204.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 56.3 sec. and  202.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 92 sec. and  218.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 60 sec. and  240 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  193.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  146.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 44 sec. and  198 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  228 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  182.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |=============                                                                                         |  13%
  |                                                                                                            
  |==================                                                                                    |  17%
  |                                                                                                            
  |======================                                                                                |  22%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |================================================================================                      |  78%
  |                                                                                                            
  |====================================================================================                  |  83%
  |                                                                                                            
  |=========================================================================================             |  87%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  199.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  257.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 72 sec. and  228 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 12 sec. and  216 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  182.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  211.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |==============                                                                                        |  14%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |=======================                                                                               |  23%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===============================================================================                       |  77%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |========================================================================================              |  86%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  199.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  220.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  252 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  182.7 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 81.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  28%
  |                                                                                                            
  |=================================                                                                     |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |=====================================================================                                 |  68%
  |                                                                                                            
  |=========================================================================                             |  72%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  225 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  189 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 37.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  202.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  218.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  193.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  207 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  232.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  262.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 43 sec. and  182.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  216 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  230 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  236.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  207 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 12.2 sec. and  269.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  191.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  160 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  182.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  199.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  262.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |==============                                                                                        |  14%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |=======================                                                                               |  23%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===============================================================================                       |  77%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |========================================================================================              |  86%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  211.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 66 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  225 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  269.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 62.5 sec. and  250 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  232.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  237.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 73.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  202.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |=============                                                                                         |  13%
  |                                                                                                            
  |==================                                                                                    |  17%
  |                                                                                                            
  |======================                                                                                |  22%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |================================================================================                      |  78%
  |                                                                                                            
  |====================================================================================                  |  83%
  |                                                                                                            
  |=========================================================================================             |  87%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  199.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  269.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  237.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 12.3 sec. and  232.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  275 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  218.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  216 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  218.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  178.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  228 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 44 sec. and  187 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  264 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  216 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |=============                                                                                         |  13%
  |                                                                                                            
  |==================                                                                                    |  17%
  |                                                                                                            
  |======================                                                                                |  22%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |================================================================================                      |  78%
  |                                                                                                            
  |====================================================================================                  |  83%
  |                                                                                                            
  |=========================================================================================             |  87%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  202.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  237.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  245 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  191.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 61.2 sec. and  245 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  220.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  250 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  28%
  |                                                                                                            
  |=================================                                                                     |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |=====================================================================                                 |  68%
  |                                                                                                            
  |=========================================================================                             |  72%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  269.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 51.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |=============                                                                                         |  13%
  |                                                                                                            
  |==================                                                                                    |  17%
  |                                                                                                            
  |======================                                                                                |  22%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |================================================================================                      |  78%
  |                                                                                                            
  |====================================================================================                  |  83%
  |                                                                                                            
  |=========================================================================================             |  87%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 52.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  237.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 24.5 sec. and  232.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 62.5 sec. and  262.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  228 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  207 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  220.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  211.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 22.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  232.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  232.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  211.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  225 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  240 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  199.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 12.3 sec. and  257.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  241.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  262.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  232.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 47 sec. and  211.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  257.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  228 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  232.8 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 71.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |====================                                                                                  |  19%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |==================================================================================                    |  81%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  16.68631
sim2b <- read.csv("sim2b.csv", header=TRUE)
plot_simulation_results(sim2b, beta)
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.

#--------------------------------
# Simulation 3 - Beta type 3 (weak sparsity )
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_3(p=50,s=5, value=0.5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim3.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  166.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  153 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.8 sec. and  140 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  81.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  52.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  98 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  75 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  162 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  184.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  98 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  87.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 10 sec. and  170 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 0.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  153 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 10 sec. and  170 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  220 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  68.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 11.5 sec. and  230 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  231 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 7 sec. and  77 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  144.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 12 sec. and  66 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  180 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 6.3 sec. and  81.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.2 sec. and  87.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  241.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 46.3 sec. and  138.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 18 sec. and  126 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 12 sec. and  66 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  162 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 16.5 sec. and  115.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  153 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  91 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  94.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  87.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  185.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 21 sec. and  189 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 6.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 7.8 sec. and  108.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 16.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  153 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 7.3 sec. and  101.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  205 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 37 sec. and  157.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 8.8 sec. and  140 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  94.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  171 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 6.7 sec. and  94.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  78 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 6.8 sec. and  94.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 12.5 sec. and  68.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 13 sec. and  84.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 7.5 sec. and  120 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 25.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  38 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  175.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  124 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 16 sec. and  112 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  215 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 5 sec. and  40 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  199.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  162 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 14 sec. and  98 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 9.3 sec. and  148 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  124 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  122.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  180 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  128 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  99 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  124 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 55 sec. and  209 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  204.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.8 sec. and  124 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 9.3 sec. and  148 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  210 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  112 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 18.5 sec. and  148 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 30 sec. and  84 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 45 sec. and  153 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  122.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 33.8 sec. and  87.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 19 sec. and  161.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  174.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  120 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  215 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 19.5 sec. and  165.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 7.7 sec. and  108.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  93 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  52.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.2 sec. and  123.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.7 sec. and  108.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 18.5 sec. and  166.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  94.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  129.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 17 sec. and  127.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  175.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  166.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 24 sec. and  264 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 48.7 sec. and  165.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.3 sec. and  132 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 8.5 sec. and  136 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 10 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  204.3 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 19.5 sec. and  165.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 8 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  100.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 11 sec. and  187 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  84 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  81 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  87 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  194.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 9.5 sec. and  171 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 47.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 6.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 18.5 sec. and  166.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 0.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 15.5 sec. and  100.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  120 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  46 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 10.5 sec. and  178.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  127.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 20 sec. and  170 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 14.5 sec. and  108.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 13.5 sec. and  87.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  144 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  230 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  70 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  143.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  140.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 18 sec. and  153 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 44 sec. and  242 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  140 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  140 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  175.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  100.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  140 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 35 sec. and  84 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 32.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  91 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 19.5 sec. and  165.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  93 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  128 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  94.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.2 sec. and  115.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 19 sec. and  142.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  108.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 8.3 sec. and  115.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 16 sec. and  112 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.8 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  138.8 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  90 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  78 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  57.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  144 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 8.5 sec. and  25.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  94.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  225 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 7.8 sec. and  108.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  81.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 7.3 sec. and  116 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 13.5 sec. and  94.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  75 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 15 sec. and  90 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.3 sec. and  123.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 8.8 sec. and  140 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  190 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  150 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  98 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 18 sec. and  126 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  104 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  140 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  164 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  112.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  131.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  253 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  171 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 36 sec. and  144 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 11.3 sec. and  225 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.7 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  68.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 7.8 sec. and  93 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  124 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 17 sec. and  127.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  178.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  150 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  133 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  90 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  170 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 16.5 sec. and  123.8 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.3 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 74.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====                                                                                                  |   4%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |=============                                                                                         |  13%
  |                                                                                                            
  |==================                                                                                    |  17%
  |                                                                                                            
  |======================                                                                                |  22%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |===================================                                                                   |  35%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |===================================================================                                   |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |================================================================================                      |  78%
  |                                                                                                            
  |====================================================================================                  |  83%
  |                                                                                                            
  |=========================================================================================             |  87%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |==================================================================================================    |  96%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  79.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 7 sec. and  77 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  194.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  66 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  68.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  122.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 7.2 sec. and  79.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 15 sec. and  97.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  180 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  146.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 18 sec. and  153 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 12.5 sec. and  68.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 7.8 sec. and  93 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  185.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 6.3 sec. and  81.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 5.8 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 10.7 sec. and  182.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.3 sec. and  68.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  74.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  58.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  87.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  105 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 45 sec. and  135 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.7 sec. and  108.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  140.2 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  84.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  122.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 11 sec. and  49.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  127.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  81 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  94.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 18.5 sec. and  138.7 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 9.7 sec. and  165.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  185.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  81.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  175.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 27 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  70 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 17 sec. and  119 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 36 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  101.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 22.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 50.8 sec. and  101.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 11 sec. and  209 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 42 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 43.7 sec. and  140 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  119 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  58.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  85.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 45 sec. and  144 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  133 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 36.3 sec. and  101.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  120 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  135 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  84.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  156 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 54.3 sec. and  93 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 6.5 sec. and  84.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 12.5 sec. and  68.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  157.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  142.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.7 sec. and  116.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 52 sec. and  71.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  71.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  164 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 18.5 sec. and  157.3 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |==============                                                                                        |  14%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |=======================                                                                               |  23%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===============================================================================                       |  77%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |========================================================================================              |  86%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  108.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  81.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  79.7 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  127.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 13 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 51 sec. and  136 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.2 sec. and  132 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 8 sec. and  128 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  150 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 13 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  148 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  71.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  122.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  88 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  100.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 40 sec. and  160 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  91 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 55.5 sec. and  175.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 35 sec. and  91 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  153 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  165.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  105 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  157.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 46 sec. and  57.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  56.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 58 sec. and  79.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  105 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |==============                                                                                        |  14%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |=======================                                                                               |  23%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===============================================================================                       |  77%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |========================================================================================              |  86%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  120 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and  63.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  112 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 45 sec. and  135 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  88 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  52.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 33.8 sec. and  94.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  175.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 40 sec. and  104 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 25.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  62.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 82.3 sec. and  223.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 39 sec. and  165.8 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 58 sec. and  87 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 70 sec. and  122.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  101.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  102 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  194.8 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 49 sec. and  84 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 41.2 sec. and  99 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  96 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  119 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  94.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  81 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 36 sec. and  66 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  126 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  174.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  122.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  84.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  182.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 36.2 sec. and  101.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  77 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  51.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  91 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 16.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  152 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and  46 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  127.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  68.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  74.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 16.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.7 sec. and  174.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  74.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  71.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  116.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.2 sec. and  131.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 0.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 64.8 sec. and  129.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 13 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.7 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 35 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  150 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  71.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  81 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  88 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 13.5 sec. and  74.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  79.7 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 42.5 sec. and  110.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  110.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  126 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 38.8 sec. and  85.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 32.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  56.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  91 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  100.8 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  94.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  156 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 16 sec. and  96 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  51.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 13.5 sec. and  87.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 35 sec. and  131.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  236.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  57.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  87 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  52.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  62.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  122.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  138.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  38 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  79.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 28.5 sec. and  161.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  56.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  65 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  79.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 11.5 sec. and  51.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  87 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 34 sec. and  119 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  99 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  94.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  101.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  56.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  132 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  79.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  162 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  81.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  74.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  105 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  123.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  142.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  94.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  75 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  79.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 37.5 sec. and  90 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |================================                                                                      |  31%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |======================================================================                                |  69%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 14 sec. and  77 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 28 sec. and  84 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  88 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  78 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  144 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 16.5 sec. and  115.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  65 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 7.2 sec. and  94.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  87 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.2 sec. and  185.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  119 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  126 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.7 sec. and  148 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  110.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 22.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 16 sec. and  104 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  79.8 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  55 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 36 variables)
Estimated computational time (on one core): between 27 sec. and  126 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  115.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |===================                                                                                   |  19%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |=================================================                                                     |  48%
  |                                                                                                            
  |=====================================================                                                 |  52%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |===================================================================================                   |  81%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 37 variables)
Estimated computational time (on one core): between 27.8 sec. and  129.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  75 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  112.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  62.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  110.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  98 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 32 sec. and  104 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |============                                                                                          |  12%
  |                                                                                                            
  |==================                                                                                    |  18%
  |                                                                                                            
  |========================                                                                              |  24%
  |                                                                                                            
  |==============================                                                                        |  29%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |==========================================                                                            |  41%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |============================================================                                          |  59%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |========================================================================                              |  71%
  |                                                                                                            
  |==============================================================================                        |  76%
  |                                                                                                            
  |====================================================================================                  |  82%
  |                                                                                                            
  |==========================================================================================            |  88%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  96 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 12.5 sec. and  68.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.8 sec. and  87 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 21.7 sec. and  94.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 30 sec. and  82.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |======                                                                                                |   6%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |============================                                                                          |  28%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |========================================                                                              |  39%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |==============================================================                                        |  61%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |==========================================================================                            |  72%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |================================================================================================      |  94%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  62.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  136 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  68.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  74.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 27 sec. and  87.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  31.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  46 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  78 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |===============                                                                                       |  15%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |====================================                                                                  |  35%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================                                    |  65%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |=======================================================================================               |  85%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 14 sec. and  77 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  62.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=====                                                                                                 |   5%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |================                                                                                      |  16%
  |                                                                                                            
  |=====================                                                                                 |  21%
  |                                                                                                            
  |===========================                                                                           |  26%
  |                                                                                                            
  |================================                                                                      |  32%
  |                                                                                                            
  |======================================                                                                |  37%
  |                                                                                                            
  |===========================================                                                           |  42%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |===========================================================                                           |  58%
  |                                                                                                            
  |================================================================                                      |  63%
  |                                                                                                            
  |======================================================================                                |  68%
  |                                                                                                            
  |===========================================================================                           |  74%
  |                                                                                                            
  |=================================================================================                     |  79%
  |                                                                                                            
  |======================================================================================                |  84%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |=================================================================================================     |  95%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  75 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  115.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  153.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  36.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  93 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  25.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  67.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  70 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  84 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  51.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  105 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  132 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.3 sec. and  100.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  104 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 24 sec. and  112 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  62.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  71.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  97.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  46 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  108.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  58.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.8 sec. and  123.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  62.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 31 sec. and  100.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.3 sec. and  63.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 13.5 sec. and  94.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 34 variables)
Estimated computational time (on one core): between 25.5 sec. and  102 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  35 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 29 variables)
Estimated computational time (on one core): between 29 sec. and  87 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  57.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.8 sec. and  68.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  31.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 23.2 sec. and  100.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |======================                                                                                |  21%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |====================================                                                                  |  36%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |==================================================================                                    |  64%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |================================================================================                      |  79%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 32 variables)
Estimated computational time (on one core): between 16 sec. and  104 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 9.5 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.3 sec. and  87.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 25 sec. and  68.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  38 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 33 sec. and  132 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 19.5 sec. and  71.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 31 variables)
Estimated computational time (on one core): between 15.5 sec. and  108.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 33 variables)
Estimated computational time (on one core): between 24.7 sec. and  115.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  65 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 28 variables)
Estimated computational time (on one core): between 21 sec. and  77 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  54 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 4.8 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43.5 sec.

Interpretation step (on 30 variables)
Estimated computational time (on one core): between 22.5 sec. and  90 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 43 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  48 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  13.30408
sim3 <- read.csv("sim3.csv", header=TRUE)
plot_simulation_results(sim3, beta)
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.

#--------------------------------
# Simulation 2c_very low correlation
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.01, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2c.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 2.3 sec. and  2.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3.8 sec. and  2.3 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 3 sec. and  3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.8 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  15.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 8.7 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 58 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 5 sec. and  5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 3 sec. and  3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  5.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 4 sec. and  2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.8 sec. and  3.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 5 sec. and  3.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 7.5 sec. and  6 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 5 sec. and  5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 8.8 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  5.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 3.5 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  29.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  72 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  38 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 58.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 1.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  26.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 4 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  38 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 7 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and  63.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.8 sec. and  33.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  38 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  9.282998
sim2c <- read.csv("sim2c.csv", header=TRUE)
plot_simulation_results(sim2c, beta)
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.

#-------------
# Analysing why Lasso behaves weirdly for SNR = 6
#-------------

beta = beta_2(p=150,s=5)
#set.seed(456)
sim <- simulate(n=100, p=150, rho=0.9, beta=beta, SNR = 6)
df <- sim$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

out1=cv.glmnet(x,y,alpha=1, intercep = FALSE)
plot(out1)

out2= cv.glmnet(x,y, relax=TRUE, intercept=FALSE)#lpha=1, intercept= FALSE, relax=TRUE)
plot(out2, se.bands=FALSE)
lasso_coef = predict(out2, type = "coefficients", s = "lambda.min", gamma = "gamma.min")
var_retention(lasso_coef, beta)

mse <- out2$cvm[out2$lambda == out2$lambda.1se]

#coef(out, s=lam)
#plot(out, xvar="lambda")
#cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#plot(cv.out) # Draw plot of training MSE as a function of lambda
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
#
#cat(sim$sigma)
#lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
#--------------------------------
# Simulation 2d_very low correlation and saving random state
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=(6+626), nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    sim_seed <- t(.GlobalEnv$.Random.seed)

    df <- simulate(n=100, p=50, rho=0.01, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    

    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse, sim_seed)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse, sim_seed)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error, sim_seed)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2d.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  8 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 2 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 6.2 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 58.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.8 sec. and  3.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  10.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  17.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  9 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  9 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  11.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3.7 sec. and  2.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 7.5 sec. and  7.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  29.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 6 sec. and  7.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  11.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  6 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  11.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |================                                                                                      |  15%
  |                                                                                                            
  |========================                                                                              |  23%
  |                                                                                                            
  |===============================                                                                       |  31%
  |                                                                                                            
  |=======================================                                                               |  38%
  |                                                                                                            
  |===============================================                                                       |  46%
  |                                                                                                            
  |=======================================================                                               |  54%
  |                                                                                                            
  |===============================================================                                       |  62%
  |                                                                                                            
  |=======================================================================                               |  69%
  |                                                                                                            
  |==============================================================================                        |  77%
  |                                                                                                            
  |======================================================================================                |  85%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |========                                                                                              |   8%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |==========================================                                                            |  42%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================                                          |  58%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |==============================================================================================        |  92%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  9 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  12 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  13.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.2 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  15.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=======                                                                                               |   7%
  |                                                                                                            
  |==============                                                                                        |  13%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===========================                                                                           |  27%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |================================================                                                      |  47%
  |                                                                                                            
  |======================================================                                                |  53%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===========================================================================                           |  73%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |========================================================================================              |  87%
  |                                                                                                            
  |===============================================================================================       |  93%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 1 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  26.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 7.5 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 21 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 11.3 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  31.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  20 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  9 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 44.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  15.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%
end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  10.1893
sim2d <- read.csv("sim2d.csv", header=TRUE)
plot_simulation_results(sim2d, beta)
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.

sim2d <- read.csv("sim2d.csv", header=TRUE)
View(sim2d)
#--------------------------------
# Simulation Experimenting with True MSE
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=(6), nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    df_test <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    

    
    #calculate AND store the results
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim_experimenting_test_mse.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 7.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.8 sec. and  16.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.8 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  37.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=================                                                                                     |  17%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |=====================================================================================                 |  83%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  52.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 4 variables)
Estimated computational time (on one core): between 3 sec. and  3 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  8.8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  19.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===========                                                                                           |  11%
  |                                                                                                            
  |=======================                                                                               |  22%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |=============================================                                                         |  44%
  |                                                                                                            
  |=========================================================                                             |  56%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |===============================================================================                       |  78%
  |                                                                                                            
  |===========================================================================================           |  89%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  13.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 6.5 sec. and  26 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==================================                                                                    |  33%
  |                                                                                                            
  |====================================================================                                  |  67%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========                                                                                            |  10%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |===============================                                                                       |  30%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |=======================================================================                               |  70%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |============================================================================================          |  90%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=============                                                                                         |  12%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |======================================                                                                |  38%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |================================================================                                      |  62%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |=========================================================================================             |  88%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |==========================                                                                            |  25%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |============================================================================                          |  75%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 7 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===============                                                                                       |  14%
  |                                                                                                            
  |=============================                                                                         |  29%
  |                                                                                                            
  |============================================                                                          |  43%
  |                                                                                                            
  |==========================================================                                            |  57%
  |                                                                                                            
  |=========================================================================                             |  71%
  |                                                                                                            
  |=======================================================================================               |  86%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.2 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |===================================================                                                   |  50%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.7 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |=========                                                                                             |   9%
  |                                                                                                            
  |===================                                                                                   |  18%
  |                                                                                                            
  |============================                                                                          |  27%
  |                                                                                                            
  |=====================================                                                                 |  36%
  |                                                                                                            
  |==============================================                                                        |  45%
  |                                                                                                            
  |========================================================                                              |  55%
  |                                                                                                            
  |=================================================================                                     |  64%
  |                                                                                                            
  |==========================================================================                            |  73%
  |                                                                                                            
  |===================================================================================                   |  82%
  |                                                                                                            
  |=============================================================================================         |  91%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                            
  |                                                                                                      |   0%
  |                                                                                                            
  |====================                                                                                  |  20%
  |                                                                                                            
  |=========================================                                                             |  40%
  |                                                                                                            
  |=============================================================                                         |  60%
  |                                                                                                            
  |==================================================================================                    |  80%
  |                                                                                                            
  |======================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                            
  |                                                                                                      |   0%
Error in randomForest.default(x[, varsel, drop = FALSE], y, ...) : 
  NAs in foreign function call (arg 11)
results$SNR = as.numeric(results$SNR)
results$Retention = as.numeric(results$Retention)
results$Nonzero = as.numeric(results$Nonzero)
results$Prediction = as.numeric(results$Prediction)

plot_simulation_results(results, beta)
`summarise()` has grouped output by 'SNR'. You can override using the `.groups` argument.
Warning: Removed 60 rows containing non-finite values (stat_ydensity).
Warning in max(data$density) :
  no non-missing arguments to max; returning -Inf
Warning: Computation failed in `stat_ydensity()`:
Ersetzung hat 1 Zeile, Daten haben 0

SNR=6
df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
df_test <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df

a <- cv.lasso_2_pred(data=df, test_data = df_test, beta=beta)

a
$retention
[1] 5

$identification
[1] 43

$mse
[1] 0.001585784

$cv.mse
[1] 1.600022

$nonzero
[1] 12
df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
df_test <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df

x_train <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y_train <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe
  
x_test <- data.matrix(df_test[,-1]) #explan var, glmnet can't use dataframe
y_test <- data.matrix(df_test[,1]) #dependent var, glmnet can't use dataframe

model <- cv.glmnet(x_train, y_train, alpha=1, intercept=FALSE)
cv.lasso_2_pred <- function(data, #data frame - dependent variable first
                       test_data, #data frame - dependent variable first
                       beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses best prediciton lambda
  # as estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  x_test <- data.matrix(test_data[,-1]) #explan var, glmnet can't use dataframe
  y_test <- data.matrix(test_data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE - test set
  #---------------------
  pred_y = predict(cv.out, newx = x_test)
  mse = (mean(y_test - pred_y)^2)

  #---------------------
  # MSE - CV
  #---------------------
  cv.mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "cv.mse" = cv.mse, "nonzero" = nonzero)
  return(results)
}
cv.relaxed_lasso_pred <- function(data, #data frame - dependent variable first
                             test_data, #data frame - dependent variable first
                             beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses lambda
  # and gamma minimizing prediction error
  # for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  x_test <- data.matrix(test_data[,-1]) #explan var, glmnet can't use dataframe
  y_test <- data.matrix(test_data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y,intercept=FALSE, relax=TRUE) # Fit lasso model on training data
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = "lambda.min", gamma = "gamma.min")#"gamma.min") # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE - test set
  #---------------------
  pred_y = predict(cv.out, newx = x_test)
  mse = (mean(y_test - pred_y)^2)
  
  #---------------------
  # MSE - CV
  #---------------------
  cv.mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "cv.mse" = cv.mse, "nonzero" = nonzero)
  return(results)
}
RF_VSURF_pred <- function(data, #data frame - dependent variable first
                          test_data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1])
  y <- data.matrix(data[,1]) 
  
  x_test <- data.matrix(test_data[,-1])
  y_test <- data.matrix(test_data[,1]) 
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  
  
  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  
  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(estim_var, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  pred_y = predict(model.vsurf, newdata = x_test)
  mse = (mean(y_test - pred_y$pred)^2)
  
  options(warn = defaultW) #re-enable warning messages
  
  result = list("retention" = retention, "identification" = identification, "mse" = mse, "nonzero" = nonzero)
  
  return(result)
}
# Downloading the data
code_book <- read_excel("data/Salai-i-Martin_1997_data/millions.XLS", sheet=1)
millions <- read_excel("data/Salai-i-Martin_1997_data/millions.XLS", sheet=2)

# Proper column names
colnames(code_book) = c("#", "Var_name")
colnames(millions)[5:65] = code_book$Var_name

# Standardizing columns
st_millions <- cbind(millions[,2:4], scale(millions[,5:65], center=FALSE))
head(st_millions)
NA
millions <- import_millions_data()
Warning in import_millions_data() : NAs introduced by coercion
x <- data.matrix(cbind(rep(0, 34), seq(1, 34, length=34)))
y <- data.matrix(seq(0,1,length=34))

millions <- millions %>% drop_na()

model <- cv.glmnet(x,y,alpha=1, intercept=FALSE)
millions <- import_millions_data()
Warning in import_millions_data() : NAs introduced by coercion
millions[is.na(millions)] <- 0
a <- data.matrix(millions[, 3:64])

x <- a[,-1]
y <- a[,1]

model = cv.glmnet(x,y, alpha=1, intercept=FALSE)
plot(model)

View(millions)
set.seed(456)
millions <- import_millions_data()
#replace NA with mean
colnames <- colnames(millions[, 3:64])
a <- data.matrix(millions[, 3:64])

x <- a[,-1]
y <- a[,1]

model = cv.glmnet(x,y, alpha=1, intercept=FALSE)
lasso_coef = predict(model, type = "coefficients", s = model$lambda.min) # Display coefficients using lambda chosen by CV
coef <- data.frame(cbind(colnames(millions[,4:64]), as.numeric(lasso_coef[-1])))
data <- coef[order(coef[,2], decreasing=TRUE),]

Lasso_ranking <- data[data[,2] != 0, 1]
cat("Lasso ranking: ", Lasso_ranking)
Lasso ranking:  P60 EQINV YrsOpen CONFUC NONEQINV lly1 BUDDHA RERD PROT revcoup
sum(lasso_coef != 0)
[1] 10
model = cv.glmnet(x,y, alpha=1, intercept=FALSE, relax=TRUE)
rel_lasso_coef = predict(model, type = "coefficients", s = "lambda.min", gamma = "gamma.min") # Display coefficients using lambda chosen by CV
coef <- data.frame(cbind(colnames(millions[,4:64]), as.numeric(rel_lasso_coef[-1])))
data <- coef[order(coef[,2], decreasing=TRUE),]

Rel_Lasso_ranking <- data[data[,2] != 0, 1]
cat("Rel_Lasso ranking: ", Rel_Lasso_ranking)
Rel_Lasso ranking:  P60 EQINV YrsOpen CONFUC LIFEE060
sum(rel_lasso_coef != 0)
[1] 5
defaultW <- getOption("warn")  #Turn off warning messages
options(warn = -1) 


#Variable Selection using Random Forest
model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
Thresholding step
Estimated computational time (on one core): 65.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 28 sec. and  350 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%
options(warn = defaultW) #re-enable warning messages

loc = model.vsurf$varselect.pred

VSURF_ranking = colnames(millions[,4:64])[loc]

cat("Lasso ranking: ", Lasso_ranking)
Lasso ranking:  P60 EQINV YrsOpen CONFUC NONEQINV lly1 BUDDHA RERD PROT revcoup
cat("\nRel_Lasso ranking: ", Rel_Lasso_ranking)

Rel_Lasso ranking:  P60 EQINV YrsOpen CONFUC LIFEE060
cat("\nVSURF ranking: ", VSURF_ranking)

VSURF ranking:  YrsOpen EQINV P60 LIFEE060 prightsb BUDDHA ABSLATIT GDPSH60 CONFUC BMS6087
#--------------------------------
# Simulation 4 - very high dimensional model: n=100, p=1000, s=10
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=1000,s=10) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=1000, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim4.csv", row.names = FALSE)
    
  }
}
Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  337.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  445.5 sec.

Prediction step (on 27 variables)
Maximum estimated computational time (on one core): 87.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  297 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  418.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 51.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  418.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 761 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  372 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  387.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  418.5 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 66 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 55 sec. and  316.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  260 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 749 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  198 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 64 sec. and  448 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 63.8 sec. and  280.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  324 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  356.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  269.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 772.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  390 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  476 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 747.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  310.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 30 sec. and  345 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.7 sec. and  291.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.3 sec.

Prediction step (on 29 variables)
Maximum estimated computational time (on one core): 87 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 51 sec. and  255 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 780.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  269.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 51.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  330 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  218.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 55 sec. and  330 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 56 sec. and  308 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 779.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  455 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  313.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 50 sec. and  190 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 747.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  448 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.2 sec. and  452.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 748.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 14.3 sec. and  342 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 779.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.7 sec. and  517.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 752.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 52.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 65 sec. and  438.8 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 53 sec. and  291.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  469 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  455 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 744.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  418.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 37.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702 sec.

Interpretation step (on 77 variables)
Estimated computational time (on one core): between 57.8 sec. and  577.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  406.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  324 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 735.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  297 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  299 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 45 sec. and  213.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  241.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  356.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  273 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 11.3 sec. and  213.7 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  348 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  316.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 71.3 sec. and  356.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 37.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  327.7 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 29 variables)
Maximum estimated computational time (on one core): 94.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 52.5 sec. and  189 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  306 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 771 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  441 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721.5 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 78.8 sec. and  441 sec.

Prediction step (on 29 variables)
Maximum estimated computational time (on one core): 101.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 800 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  246.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 770.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  432 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  294 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 75 sec. and  375 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 759 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  324 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 734.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.7 sec. and  381.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 31.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 35 variables)
Estimated computational time (on one core): between 26.3 sec. and  131.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 24 sec. and  240 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  368.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 742 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 64 sec. and  416 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 759.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.7 sec. and  304.7 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  302.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  476 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  339.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  324 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  189 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 15 sec. and  375 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  213.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  324 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.8 sec. and  547.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 761.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  396.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 27 variables)
Maximum estimated computational time (on one core): 74.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 28 variables)
Maximum estimated computational time (on one core): 91 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  507.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 763.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  441 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  356.2 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  310.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  294 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  339.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  225 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  339.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  302.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 769 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  438.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  265 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 787.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  405 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  264 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  339.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  390 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  393.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  483 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  283.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740.5 sec.

Interpretation step (on 38 variables)
Estimated computational time (on one core): between 38 sec. and  161.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 735 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 797 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  411.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  409.5 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 65 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 795 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  312 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 64 sec. and  416 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  288.7 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  478.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 53 sec. and  304.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 27.5 sec. and  302.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 15.2 sec. and  350.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  264 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 744.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 779.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 52 sec. and  299 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  438.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.8 sec. and  511 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  456.8 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  306 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 68 sec. and  476 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707.5 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  490 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  393.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 62.5 sec. and  250 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 63.7 sec. and  306 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 680.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.7 sec. and  381.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.7 sec. and  565.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 53 sec. and  278.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  411.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  366 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 44 sec. and  209 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.2 sec. and  469 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  204.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 11.8 sec. and  211.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 63 sec. and  441 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 786 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 87.5 sec. and  542.5 sec.

Prediction step (on 35 variables)
Maximum estimated computational time (on one core): 140 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |============                                                                                         |  11%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  37%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |=================================================                                                    |  49%
  |                                                                                                           
  |====================================================                                                 |  51%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===============================================================                                      |  63%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=========================================================================================            |  89%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 52 sec. and  286 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  396.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  297 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755.5 sec.

Interpretation step (on 78 variables)
Estimated computational time (on one core): between 58.5 sec. and  682.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  330 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.7 sec. and  291.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 680.5 sec.

Interpretation step (on 75 variables)
Estimated computational time (on one core): between 56.3 sec. and  525 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  500.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 768 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  324 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 735 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  209 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 769 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  455 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 30 variables)
Maximum estimated computational time (on one core): 97.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=============================================================================                        |  77%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 735 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  455 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.8 sec. and  202.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 58 sec. and  348 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 81.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 41 sec. and  174.3 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  514.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.8 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  350 sec.

Prediction step (on 39 variables)
Maximum estimated computational time (on one core): 185.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |=================================================                                                    |  49%
  |                                                                                                           
  |====================================================                                                 |  51%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 765 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  390 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 749 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  350 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 780.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  502.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  360 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  252 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.2 sec. and  267.8 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  517.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  425.3 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 734.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  273 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 28 variables)
Maximum estimated computational time (on one core): 77 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 744.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  425.3 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 71.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 58 sec. and  362.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 756.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  406.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 748.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  264 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  288.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 761.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  403 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  339.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  293.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 689 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  255 sec.

Prediction step (on 29 variables)
Maximum estimated computational time (on one core): 87 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 769.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.2 sec. and  267.7 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.8 sec. and  529.3 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 65 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  396.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  400 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 57.5 sec. and  230 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  409.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 63 sec. and  409.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  393.8 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  409.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 734 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 686 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  260 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.7 sec. and  265 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 72.5 sec. and  333.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  350.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  375 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  348 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 771 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  441 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 761 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 68.8 sec. and  316.2 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 66 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  452.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  330 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 752.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  455 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 752.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  409.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719.5 sec.

Interpretation step (on 41 variables)
Estimated computational time (on one core): between 30.8 sec. and  174.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  265 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 84 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  425.3 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  356.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  339.2 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  409.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  297 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  400 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  390 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  236.3 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  316.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 71.3 sec. and  356.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 768 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 50 sec. and  275 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  406.2 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.7 sec. and  304.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 78 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 29 sec. and  348 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.3 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  422.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  339.2 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 690.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  260 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 764 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  230 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  237.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 58 sec. and  362.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 759.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  390 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  368.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 72.5 sec. and  362.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 790.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  350 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 51 sec. and  280.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  400 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  255 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  302.5 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 66 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.7 sec. and  500.3 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 694.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  267.7 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  235 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 81.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 747.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  441 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  304.7 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  293.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  504 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  438.8 sec.

Prediction step (on 28 variables)
Maximum estimated computational time (on one core): 84 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 58 sec. and  362.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  360 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  459 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 51 sec. and  267.7 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  273 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  252 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 769.5 sec.

Interpretation step (on 86 variables)
Estimated computational time (on one core): between 86 sec. and  774 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 81.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 51 sec. and  280.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 58.8 sec. and  211.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  348 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 40 variables)
Estimated computational time (on one core): between 30 sec. and  170 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  356.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  476 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.7 sec. and  342 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  448 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 836 sec.

Interpretation step (on 77 variables)
Estimated computational time (on one core): between 57.8 sec. and  693 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  490 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 68 sec. and  476 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  540 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  432 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  375 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 690.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 71.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  345 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  469 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  416 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  525 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 65 sec. and  422.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  350.7 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.2 sec. and  485.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.2 sec. and  193.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 27 variables)
Maximum estimated computational time (on one core): 87.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 742 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739.5 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  225.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  432 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 687 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 86.3 sec. and  448.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 752.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  416 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  260 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  269.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 695.5 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  500.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 766.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  405 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 56 sec. and  322 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  211.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  497 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 682 sec.

Interpretation step (on 76 variables)
Estimated computational time (on one core): between 57 sec. and  551 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 688.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  445.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 742.5 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 42 sec. and  199.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 29 variables)
Maximum estimated computational time (on one core): 87 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  34%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |==================================================================                                   |  66%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  459 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 42.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 76.3 sec. and  381.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  319 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 685 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 56 sec. and  308 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 65 sec. and  422.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  497 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  594 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  316.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 734 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 67.5 sec. and  310.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  339.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 687.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  375 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.8 sec. and  584 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  354 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  438.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723 sec.

Interpretation step (on 39 variables)
Estimated computational time (on one core): between 29.3 sec. and  165.8 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 784 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  293.2 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  469 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  327.7 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 756 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.8 sec. and  547.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 763 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.7 sec. and  396.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  429 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 46 sec. and  230 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  255 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  366 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  532.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  337.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 752.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  411.8 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  178.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 48 sec. and  252 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 680.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  339.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  438.8 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  403 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 63.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  350.7 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  390 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  432 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 16 sec. and  416 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  275 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713.5 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  497 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  356.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 748.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 51.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 63 sec. and  409.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  299 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  438.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  245 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  302.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 51 sec. and  255 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 68 sec. and  459 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.7 sec. and  245 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  459 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  476 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 694 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  356.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  368.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732.5 sec.

Interpretation step (on 77 variables)
Estimated computational time (on one core): between 57.7 sec. and  558.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  445.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 701.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  422.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 750.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  241.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  264 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 59 sec. and  368.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 683.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  393.8 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 756.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  411.8 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 31 variables)
Maximum estimated computational time (on one core): 108.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===                                                                                                  |   3%
  |                                                                                                           
  |=======                                                                                              |   6%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |=================================                                                                    |  32%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=================================================                                                    |  48%
  |                                                                                                           
  |====================================================                                                 |  52%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |====================================================================                                 |  68%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=================================================================================                    |  81%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |==============================================================================================       |  94%
  |                                                                                                           
  |==================================================================================================   |  97%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.7 sec. and  381.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 677 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.7 sec. and  313.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 686 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  348 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  483 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  387.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 731.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 61 sec. and  381.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 760 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 71 sec. and  497 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 63.8 sec. and  293.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  302.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 694.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 38 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 694.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  223.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  393.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.2 sec. and  316.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 777.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  448 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  425.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.2 sec. and  280.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 776 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  230 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 684.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  267.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 66 sec. and  429 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 46 variables)
Estimated computational time (on one core): between 34.5 sec. and  241.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 713 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  393.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 776 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  495 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 748.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 65 sec. and  286 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709.5 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 76.3 sec. and  381.2 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  324.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  406.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 766.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  405 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  324 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  250 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 76.2 sec. and  411.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  316.2 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  316.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 86.3 sec. and  517.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 733.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  293.3 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  297 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  213.8 sec.

Prediction step (on 26 variables)
Maximum estimated computational time (on one core): 71.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  264 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 16.5 sec. and  462 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 47.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  336 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  416 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 31.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  425.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 56 sec. and  336 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  330 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  297 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  324 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 63 sec. and  393.8 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  471.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  327.7 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  375 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 66 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 690.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 63.8 sec. and  255 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 31.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  316.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 742.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  269.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 61.3 sec. and  269.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 710.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.2 sec. and  469 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  337.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 740.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 71.3 sec. and  356.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 763.5 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  532.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  540 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.7 sec. and  438.8 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 751.5 sec.

Interpretation step (on 55 variables)
Estimated computational time (on one core): between 41.3 sec. and  316.2 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 60.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.2 sec. and  223.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  322 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 685.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 16.5 sec. and  412.5 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 47.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  425.2 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 74 variables)
Estimated computational time (on one core): between 55.5 sec. and  536.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711.5 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 36.8 sec. and  257.3 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  339.2 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 63 sec. and  441 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 40 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 689 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  429 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  490 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 743 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  469 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  260 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 741 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.7 sec. and  547.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729.5 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.2 sec. and  497 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 676.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 62 sec. and  356.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705 sec.

Interpretation step (on 53 variables)
Estimated computational time (on one core): between 39.8 sec. and  291.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696 sec.

Interpretation step (on 75 variables)
Estimated computational time (on one core): between 56.3 sec. and  562.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 57 sec. and  342 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 689.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 683.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  418.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 37.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 739 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.3 sec. and  425.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 753.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 36 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.7 sec. and  327.7 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  504 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  429 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  310.5 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 33.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 51.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  297 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 692.5 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.7 sec. and  547.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 55 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 724 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  409.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 712 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 716.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.2 sec. and  280.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  356.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 692.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 56 sec. and  294 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 688.5 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  393.8 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691.5 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  252 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  375 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  442 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 746.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  411.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745.5 sec.

Interpretation step (on 74 variables)
Estimated computational time (on one core): between 55.5 sec. and  555 sec.

Prediction step (on 25 variables)
Maximum estimated computational time (on one core): 68.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 754.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  418.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  387.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708 sec.

Interpretation step (on 43 variables)
Estimated computational time (on one core): between 32.3 sec. and  193.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 737.5 sec.

Interpretation step (on 78 variables)
Estimated computational time (on one core): between 58.5 sec. and  624 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 711 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  294 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 762.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 51 sec. and  510 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719.5 sec.

Interpretation step (on 56 variables)
Estimated computational time (on one core): between 42 sec. and  308 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 33 sec. and  462 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  435.5 sec.

Prediction step (on 22 variables)
Maximum estimated computational time (on one core): 49.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |=========================================                                                            |  41%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |============================================================                                         |  59%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 729 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  354 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.

Interpretation step (on 45 variables)
Estimated computational time (on one core): between 33.7 sec. and  236.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 747 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 64 sec. and  416 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 681.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  400 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714 sec.

Interpretation step (on 63 variables)
Estimated computational time (on one core): between 47.2 sec. and  425.3 sec.

Prediction step (on 24 variables)
Maximum estimated computational time (on one core): 72 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==============================================                                                       |  46%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=======================================================                                              |  54%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  362.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 764.5 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 54 sec. and  324 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 738 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  532.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 74 variables)
Estimated computational time (on one core): between 55.5 sec. and  536.5 sec.

Prediction step (on 18 variables)
Maximum estimated computational time (on one core): 40.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |============================                                                                         |  28%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=======================================                                                              |  39%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |==============================================================                                       |  61%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |=========================================================================                            |  72%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 696.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 715.5 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  348 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 26.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 71 variables)
Estimated computational time (on one core): between 53.3 sec. and  461.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 721 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  432 sec.

Prediction step (on 23 variables)
Maximum estimated computational time (on one core): 57.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |====                                                                                                 |   4%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |==================                                                                                   |  17%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==========================                                                                           |  26%
  |                                                                                                           
  |===============================                                                                      |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  39%
  |                                                                                                           
  |============================================                                                         |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |=========================================================                                            |  57%
  |                                                                                                           
  |=============================================================                                        |  61%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |======================================================================                               |  70%
  |                                                                                                           
  |===========================================================================                          |  74%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |===================================================================================                  |  83%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=================================================================================================    |  96%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697 sec.

Interpretation step (on 54 variables)
Estimated computational time (on one core): between 40.5 sec. and  283.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 51 variables)
Estimated computational time (on one core): between 38.3 sec. and  280.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |=================                                                                                    |  17%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |==========================================                                                           |  42%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===========================================================                                          |  58%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |====================================================================================                 |  83%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707.5 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  342 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 726.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 83.8 sec. and  469 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 783.5 sec.

Interpretation step (on 47 variables)
Estimated computational time (on one core): between 35.3 sec. and  235 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 747.5 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  525 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 691.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  354 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 799.5 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 46.5 sec. and  434 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 745.5 sec.

Interpretation step (on 66 variables)
Estimated computational time (on one core): between 49.5 sec. and  462 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 48 variables)
Estimated computational time (on one core): between 36 sec. and  240 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 735.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 67 sec. and  452.3 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 728.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 730.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 45.8 sec. and  381.2 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 702.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 76.3 sec. and  381.2 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 32 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 727 sec.

Interpretation step (on 42 variables)
Estimated computational time (on one core): between 31.5 sec. and  199.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 755.5 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 72 sec. and  558 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 714.5 sec.

Interpretation step (on 44 variables)
Estimated computational time (on one core): between 33 sec. and  187 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 707 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 60 sec. and  345 sec.

Prediction step (on 21 variables)
Maximum estimated computational time (on one core): 57.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |================================================                                                     |  48%
  |                                                                                                           
  |=====================================================                                                |  52%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 683 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  313.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 689.5 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 38.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 694.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 50.3 sec. and  435.5 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 45 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723.5 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  540 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 64 sec. and  432 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 709 sec.

Interpretation step (on 49 variables)
Estimated computational time (on one core): between 49 sec. and  245 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 723 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.3 sec. and  368.8 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 708.5 sec.

Interpretation step (on 50 variables)
Estimated computational time (on one core): between 37.5 sec. and  262.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 697.5 sec.

Interpretation step (on 76 variables)
Estimated computational time (on one core): between 57 sec. and  570 sec.

Prediction step (on 20 variables)
Maximum estimated computational time (on one core): 50 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |===============                                                                                      |  15%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |===================================                                                                  |  35%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |=============================================                                                        |  45%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |========================================================                                             |  55%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |==================================================================                                   |  65%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |======================================================================================               |  85%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 706 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  438.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=========                                                                                            |   9%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |============================                                                                         |  27%
  |                                                                                                           
  |=====================================                                                                |  36%
  |                                                                                                           
  |==============================================                                                       |  45%
  |                                                                                                           
  |=======================================================                                              |  55%
  |                                                                                                           
  |================================================================                                     |  64%
  |                                                                                                           
  |=========================================================================                            |  73%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |============================================================================================         |  91%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 693 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.7 sec. and  547.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 719 sec.

Interpretation step (on 73 variables)
Estimated computational time (on one core): between 54.7 sec. and  547.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725.5 sec.

Interpretation step (on 67 variables)
Estimated computational time (on one core): between 67 sec. and  469 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 717.5 sec.

Interpretation step (on 72 variables)
Estimated computational time (on one core): between 54 sec. and  540 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.8 sec. and  356.2 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 689 sec.

Interpretation step (on 62 variables)
Estimated computational time (on one core): between 31 sec. and  372 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 718 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 24.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 698 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 29 sec. and  333.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700 sec.

Interpretation step (on 58 variables)
Estimated computational time (on one core): between 43.5 sec. and  333.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 725 sec.

Interpretation step (on 75 variables)
Estimated computational time (on one core): between 75 sec. and  581.2 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 748.5 sec.

Interpretation step (on 74 variables)
Estimated computational time (on one core): between 55.5 sec. and  536.5 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 42.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 679 sec.

Interpretation step (on 69 variables)
Estimated computational time (on one core): between 51.8 sec. and  448.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |======================                                                                               |  21%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |====================================                                                                 |  36%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |=================================================================                                    |  64%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |===============================================================================                      |  79%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 766.5 sec.

Interpretation step (on 61 variables)
Estimated computational time (on one core): between 61 sec. and  396.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 22.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |========                                                                                             |   8%
  |                                                                                                           
  |================                                                                                     |  15%
  |                                                                                                           
  |=======================                                                                              |  23%
  |                                                                                                           
  |===============================                                                                      |  31%
  |                                                                                                           
  |=======================================                                                              |  38%
  |                                                                                                           
  |===============================================                                                      |  46%
  |                                                                                                           
  |======================================================                                               |  54%
  |                                                                                                           
  |==============================================================                                       |  62%
  |                                                                                                           
  |======================================================================                               |  69%
  |                                                                                                           
  |==============================================================================                       |  77%
  |                                                                                                           
  |=====================================================================================                |  85%
  |                                                                                                           
  |=============================================================================================        |  92%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 704 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 48 sec. and  400 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 699.5 sec.

Interpretation step (on 68 variables)
Estimated computational time (on one core): between 68 sec. and  442 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==========                                                                                           |  10%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |==============================                                                                       |  30%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |=======================================================================                              |  70%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |===========================================================================================          |  90%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 700.5 sec.

Interpretation step (on 70 variables)
Estimated computational time (on one core): between 52.5 sec. and  490 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 703.5 sec.

Interpretation step (on 52 variables)
Estimated computational time (on one core): between 39 sec. and  286 sec.

Prediction step (on 15 variables)
Maximum estimated computational time (on one core): 30 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=======                                                                                              |   7%
  |                                                                                                           
  |=============                                                                                        |  13%
  |                                                                                                           
  |====================                                                                                 |  20%
  |                                                                                                           
  |===========================                                                                          |  27%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |========================================                                                             |  40%
  |                                                                                                           
  |===============================================                                                      |  47%
  |                                                                                                           
  |======================================================                                               |  53%
  |                                                                                                           
  |=============================================================                                        |  60%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |==========================================================================                           |  73%
  |                                                                                                           
  |=================================================================================                    |  80%
  |                                                                                                           
  |========================================================================================             |  87%
  |                                                                                                           
  |==============================================================================================       |  93%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 720.5 sec.

Interpretation step (on 64 variables)
Estimated computational time (on one core): between 80 sec. and  416 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 34 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |============                                                                                         |  12%
  |                                                                                                           
  |==================                                                                                   |  18%
  |                                                                                                           
  |========================                                                                             |  24%
  |                                                                                                           
  |==============================                                                                       |  29%
  |                                                                                                           
  |====================================                                                                 |  35%
  |                                                                                                           
  |==========================================                                                           |  41%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |===========================================================                                          |  59%
  |                                                                                                           
  |=================================================================                                    |  65%
  |                                                                                                           
  |=======================================================================                              |  71%
  |                                                                                                           
  |=============================================================================                        |  76%
  |                                                                                                           
  |===================================================================================                  |  82%
  |                                                                                                           
  |=========================================================================================            |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 757 sec.

Interpretation step (on 57 variables)
Estimated computational time (on one core): between 42.7 sec. and  384.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |==============                                                                                       |  14%
  |                                                                                                           
  |=============================                                                                        |  29%
  |                                                                                                           
  |===========================================                                                          |  43%
  |                                                                                                           
  |==========================================================                                           |  57%
  |                                                                                                           
  |========================================================================                             |  71%
  |                                                                                                           
  |=======================================================================================              |  86%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 705 sec.

Interpretation step (on 60 variables)
Estimated computational time (on one core): between 45 sec. and  360 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |======                                                                                               |   6%
  |                                                                                                           
  |=============                                                                                        |  12%
  |                                                                                                           
  |===================                                                                                  |  19%
  |                                                                                                           
  |=========================                                                                            |  25%
  |                                                                                                           
  |================================                                                                     |  31%
  |                                                                                                           
  |======================================                                                               |  38%
  |                                                                                                           
  |============================================                                                         |  44%
  |                                                                                                           
  |==================================================                                                   |  50%
  |                                                                                                           
  |=========================================================                                            |  56%
  |                                                                                                           
  |===============================================================                                      |  62%
  |                                                                                                           
  |=====================================================================                                |  69%
  |                                                                                                           
  |============================================================================                         |  75%
  |                                                                                                           
  |==================================================================================                   |  81%
  |                                                                                                           
  |========================================================================================             |  88%
  |                                                                                                           
  |===============================================================================================      |  94%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 732.5 sec.

Interpretation step (on 59 variables)
Estimated computational time (on one core): between 44.2 sec. and  368.8 sec.

Prediction step (on 19 variables)
Maximum estimated computational time (on one core): 52.2 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |=====                                                                                                |   5%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |================                                                                                     |  16%
  |                                                                                                           
  |=====================                                                                                |  21%
  |                                                                                                           
  |===========================                                                                          |  26%
  |                                                                                                           
  |================================                                                                     |  32%
  |                                                                                                           
  |=====================================                                                                |  37%
  |                                                                                                           
  |===========================================                                                          |  42%
  |                                                                                                           
  |================================================                                                     |  47%
  |                                                                                                           
  |=====================================================                                                |  53%
  |                                                                                                           
  |==========================================================                                           |  58%
  |                                                                                                           
  |================================================================                                     |  63%
  |                                                                                                           
  |=====================================================================                                |  68%
  |                                                                                                           
  |==========================================================================                           |  74%
  |                                                                                                           
  |================================================================================                     |  79%
  |                                                                                                           
  |=====================================================================================                |  84%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |================================================================================================     |  95%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 736 sec.

Interpretation step (on 65 variables)
Estimated computational time (on one core): between 48.8 sec. and  422.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                           
  |                                                                                                     |   0%
  |                                                                                                           
  |===========                                                                                          |  11%
  |                                                                                                           
  |======================                                                                               |  22%
  |                                                                                                           
  |==================================                                                                   |  33%
  |                                                                                                           
  |=============================================                                                        |  44%
  |                                                                                                           
  |========================================================                                             |  56%
  |                                                                                                           
  |===================================================================                                  |  67%
  |                                                                                                           
  |===============================================================================                      |  78%
  |                                                                                                           
  |==========================================================================================           |  89%
  |                                                                                                           
  |=====================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 722 sec.
---
title: "R Notebook"
output:
  html_notebook: default
  pdf_document: default
---



```{r}
install.packages("readxl")
```

Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Ctrl+Alt+I*.
```{r}
library(MASS) 
library(stats)
library(Matrix)
library(parallel)
library(glmnet) #for LASSO
library(VSURF)#for RF
library(ggplot2) #for plotting
library(dplyr) #for plotting
library(cowplot) #for plotting
library(readxl) #for application
```


```{r}
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
```
```{r}
set.seed(456)
```

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the *Preview* button or press *Ctrl+Shift+K* to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
```{r}
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```


```{r}

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)

```




```{r}
#--------------------------------
# Simulation 1
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim1.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)


```





```{r}
df <- sim1 %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))

snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)
```






```{r}
#--------------------------------
# Simulation 2.a - changing correlation by changing beta
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_2(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2a.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#---------------
sim2a <- read.csv("sim2a.csv", header=TRUE)

df <- sim2a %>% 
  na_if(Inf) %>%
  group_by(SNR, Method) %>%  
  summarize(Mean_Ret = mean(Retention, na.rm=TRUE),
            Mean_Zero = mean(Nonzero, na.rm=TRUE),
            Mean_Pred = mean(Prediction, na.rm=TRUE))

snr.breaks = round(exp(seq(from=min(log(sim1$SNR)),
                           to=max(log(sim1$SNR)),length=4)),2)

ggplot(data=df, aes(x=SNR, y=Mean_Ret, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Retention") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Zero, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Number nonzero coefficients") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)


ggplot(data=df, aes(x=SNR, y=Mean_Pred, color=Method)) +
  geom_line(lwd=1) +
  geom_point(pch=19) +
  theme_bw() +
  #facet_grid(rows = vars(Method)) +
  #facet_grid(formula(paste(1,"~",2))) +
  xlab("Signal-to-noise ratio") +
  ylab("Prediction Error") +
  geom_line(aes(x=SNR, y=5), lwd=0.5, linetype=3, color="black") +
  ggtitle("Simulation 1") + 
  scale_x_continuous(trans="log", breaks=snr.breaks)

```






```{r}
#--------------------------------
# Simulation 2b - Changing correlation structure - rho
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2b.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

sim2b <- read.csv("sim2b.csv", header=TRUE)
plot_simulation_results(sim2b, beta)
```

```{r}
#--------------------------------
# Simulation 3 - Beta type 3 (weak sparsity )
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_3(p=50,s=5, value=0.5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim3.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

sim3 <- read.csv("sim3.csv", header=TRUE)
plot_simulation_results(sim3, beta)

```






```{r}
#--------------------------------
# Simulation 2c_very low correlation
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.01, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2c.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

sim2c <- read.csv("sim2c.csv", header=TRUE)
plot_simulation_results(sim2c, beta)

```





```{r}
#-------------
# Analysing why Lasso behaves weirdly for SNR = 6
#-------------

beta = beta_2(p=150,s=5)
#set.seed(456)
sim <- simulate(n=100, p=150, rho=0.9, beta=beta, SNR = 6)
df <- sim$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

out1=cv.glmnet(x,y,alpha=1, intercep = FALSE)
plot(out1)

out2= cv.glmnet(x,y, relax=TRUE, intercept=FALSE)#lpha=1, intercept= FALSE, relax=TRUE)
plot(out2, se.bands=FALSE)
lasso_coef = predict(out2, type = "coefficients", s = "lambda.min", gamma = "gamma.min")
var_retention(lasso_coef, beta)

mse <- out2$cvm[out2$lambda == out2$lambda.1se]

#coef(out, s=lam)
#plot(out, xvar="lambda")
#cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
#plot(cv.out) # Draw plot of training MSE as a function of lambda
#lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
#
#cat(sim$sigma)
#lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```



```{r}
#--------------------------------
# Simulation 2d_very low correlation and saving random state
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=(6+626), nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    sim_seed <- t(.GlobalEnv$.Random.seed)

    df <- simulate(n=100, p=50, rho=0.01, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    

    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse, sim_seed)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse, sim_seed)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error, sim_seed)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim2d.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

sim2d <- read.csv("sim2d.csv", header=TRUE)
plot_simulation_results(sim2d, beta)
```


```{r}
sim2d <- read.csv("sim2d.csv", header=TRUE)
View(sim2d)
```





```{r}
#--------------------------------
# Simulation Experimenting with True MSE
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=50,s=5) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=(6), nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    df_test <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    

    
    #calculate AND store the results
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF_pred(data=df, test_data = df_test, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim_experimenting_test_mse.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)


sim_experimenting_test_mse <- read.csv("sim_experimenting_test_mse.csv", header=TRUE)
plot_simulation_results(sim_experimenting_test_mse, beta)
```



```{r}
results$SNR = as.numeric(results$SNR)
results$Retention = as.numeric(results$Retention)
results$Nonzero = as.numeric(results$Nonzero)
results$Prediction = as.numeric(results$Prediction)

plot_simulation_results(results, beta)
```

```{r}
SNR=6
df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
df_test <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df

a <- cv.lasso_2_pred(data=df, test_data = df_test, beta=beta)

a

```

```{r}
df <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df
df_test <- simulate(n=100, p=50, rho=0.9, beta=beta, SNR = SNR)$df

x_train <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y_train <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe
  
x_test <- data.matrix(df_test[,-1]) #explan var, glmnet can't use dataframe
y_test <- data.matrix(df_test[,1]) #dependent var, glmnet can't use dataframe

model <- cv.glmnet(x_train, y_train, alpha=1, intercept=FALSE)
cv.out = cv.glmnet(x_train, y_train, alpha = 0) # Fit ridge regression model on training data
bestlam = cv.out$lambda.min  # Select lamda that minimizes training MSE
bestlam
```


```{r}
cv.lasso_2_pred <- function(data, #data frame - dependent variable first
                       test_data, #data frame - dependent variable first
                       beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses best prediciton lambda
  # as estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  x_test <- data.matrix(test_data[,-1]) #explan var, glmnet can't use dataframe
  y_test <- data.matrix(test_data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE - test set
  #---------------------
  pred_y = predict(cv.out, newx = x_test)
  mse = (mean(y_test - pred_y)^2)

  #---------------------
  # MSE - CV
  #---------------------
  cv.mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "cv.mse" = cv.mse, "nonzero" = nonzero)
  return(results)
}
```

```{r}
cv.relaxed_lasso_pred <- function(data, #data frame - dependent variable first
                             test_data, #data frame - dependent variable first
                             beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses lambda
  # and gamma minimizing prediction error
  # for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  x_test <- data.matrix(test_data[,-1]) #explan var, glmnet can't use dataframe
  y_test <- data.matrix(test_data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y,intercept=FALSE, relax=TRUE) # Fit lasso model on training data
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = "lambda.min", gamma = "gamma.min")#"gamma.min") # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(lasso_coef, beta) #count nonzero vars
  
  #---------------------
  # MSE - test set
  #---------------------
  pred_y = predict(cv.out, newx = x_test)
  mse = (mean(y_test - pred_y)^2)
  
  #---------------------
  # MSE - CV
  #---------------------
  cv.mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse, "cv.mse" = cv.mse, "nonzero" = nonzero)
  return(results)
}
```


```{r}
RF_VSURF_pred <- function(data, #data frame - dependent variable first
                          test_data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1])
  y <- data.matrix(data[,1]) 
  
  x_test <- data.matrix(test_data[,-1])
  y_test <- data.matrix(test_data[,1]) 
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  
  
  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  
  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars
  
  #---------------------
  # Number Nonzero elements
  #--------------------- 
  nonzero = var_nonzero(estim_var, beta) #count nonzero vars
  
  #---------------------
  # MSE
  #---------------------
  pred_y = predict(model.vsurf, newdata = x_test)
  mse = (mean(y_test - pred_y$pred)^2)
  
  options(warn = defaultW) #re-enable warning messages
  
  result = list("retention" = retention, "identification" = identification, "mse" = mse, "nonzero" = nonzero)
  
  return(result)
}
```



```{r}
# Downloading the data
code_book <- read_excel("data/Salai-i-Martin_1997_data/millions.XLS", sheet=1)
millions <- read_excel("data/Salai-i-Martin_1997_data/millions.XLS", sheet=2)

# Proper column names
colnames(code_book) = c("#", "Var_name")
colnames(millions)[5:65] = code_book$Var_name

# Standardizing columns
st_millions <- cbind(millions[,2:4], scale(millions[,5:65], center=FALSE))


```

```{r}
millions <- import_millions_data()

x <- data.matrix(cbind(rep(0, 34), seq(1, 34, length=34)))
y <- data.matrix(seq(0,1,length=34))

millions <- millions %>% drop_na()

model <- cv.glmnet(x,y,alpha=1, intercept=FALSE)
```


```{r}
millions <- import_millions_data()
millions[is.na(millions)] <- 0
a <- data.matrix(millions[, 3:64])

x <- a[,-1]
y <- a[,1]

model = cv.glmnet(x,y, alpha=1, intercept=FALSE)
plot(model)
```
```{r}
View(millions)
```


```{r}
set.seed(456)
millions <- import_millions_data()
#replace NA with mean
colnames <- colnames(millions[, 3:64])
a <- data.matrix(millions[, 3:64])

x <- a[,-1]
y <- a[,1]

model = cv.glmnet(x,y, alpha=1, intercept=FALSE)
lasso_coef = predict(model, type = "coefficients", s = model$lambda.min) # Display coefficients using lambda chosen by CV
coef <- data.frame(cbind(colnames(millions[,4:64]), as.numeric(lasso_coef[-1])))
data <- coef[order(coef[,2], decreasing=TRUE),]

Lasso_ranking <- data[data[,2] != 0, 1]
cat("Lasso ranking: ", Lasso_ranking)
sum(lasso_coef != 0)


model = cv.glmnet(x,y, alpha=1, intercept=FALSE, relax=TRUE)
rel_lasso_coef = predict(model, type = "coefficients", s = "lambda.min", gamma = "gamma.min") # Display coefficients using lambda chosen by CV
coef <- data.frame(cbind(colnames(millions[,4:64]), as.numeric(rel_lasso_coef[-1])))
data <- coef[order(coef[,2], decreasing=TRUE),]

Rel_Lasso_ranking <- data[data[,2] != 0, 1]
cat("Rel_Lasso ranking: ", Rel_Lasso_ranking)
sum(rel_lasso_coef != 0)

defaultW <- getOption("warn")  #Turn off warning messages
options(warn = -1) 


#Variable Selection using Random Forest
model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)

options(warn = defaultW) #re-enable warning messages

loc = model.vsurf$varselect.pred

VSURF_ranking = colnames(millions[,4:64])[loc]

cat("Lasso ranking: ", Lasso_ranking)
cat("\nRel_Lasso ranking: ", Rel_Lasso_ranking)
cat("\nVSURF ranking: ", VSURF_ranking)

```



```{r}
#--------------------------------
# Simulation 4 - very high dimensional model: n=100, p=1000, s=10
#--------------------------------
set.seed(456)

start_time <- Sys.time()

# Simulation Parameters
#---------------------
n_sim = 100 # Number of simulations
snr.vec = exp(seq(log(0.05),log(6),length=10)) # Signal-to-noise ratios 
beta = beta_1(p=1000,s=10) # beta vector

#Container to store results
#---------------------
colnames = c("ID_sim", "SNR", "Method", "Retention", "Nonzero", "Prediction")
results = data.frame(matrix(NaN, ncol=6, nrow=(n_sim*3*length(snr.vec))))
colnames(results) <- colnames

# Initialize Counter
counter <- 1

#Simulation
for (j in 1:length(snr.vec)){
  SNR = snr.vec[j]
  for (i in 1:n_sim){

    #Simulate the data
    #------------------------------
    df <- simulate(n=100, p=1000, rho=0.5, beta=beta, SNR = SNR)$df
    
    ID <- paste(j,i) #identification touple of simulation
    
    #calculate AND store the resuls
    #------------------------------
    #Lasso
    res_lasso = cv.lasso_2(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
    
    #Relaxd Lasso
    res_lasso = cv.relaxed_lasso(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "Relaxed Lasso", res_lasso$retention, res_lasso$nonzero, res_lasso$mse)
    
    counter = counter+1 #increase counter by 1
        
    #Random Forest   
    res_RF = RF_VSURF(data=df, beta=beta)
    results[counter,] <- c(ID, SNR, "RF", res_RF$retention, res_RF$nonzero, res_RF$OOB_error)
    
    counter = counter+1 #increase counter by 1
    
    #Save results
    #------------------------------
    write.csv(results,"sim4.csv", row.names = FALSE)
    
  }
}

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

sim4 <- read.csv("sim4.csv", header=TRUE)
plot_simulation_results(sim4, beta)
```


